{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Density and Contour Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sometimes it is useful to display three-dimensional data in two dimensions using contours or color-coded regions.\n",
    "There are three Matplotlib functions that can be helpful for this task: `plt.contour` for contour plots, `plt.contourf` for filled contour plots, and `plt.imshow` for showing images.\n",
    "This chapter looks at several examples of using these. We'll start by setting up the notebook for plotting and importing the functions we will use: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-white')\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing a Three-Dimensional Function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our first example demonstrates a contour plot using a function $z = f(x, y)$, using the following particular choice for $f$ (we've seen this before in [Computation on Arrays: Broadcasting](02.05-Computation-on-arrays-broadcasting.ipynb), when we used it as a motivating example for array broadcasting):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "def f(x, y):\n",
    "    return np.sin(x) ** 10 + np.cos(10 + y * x) * np.cos(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A contour plot can be created with the `plt.contour` function.\n",
    "It takes three arguments: a grid of *x* values, a grid of *y* values, and a grid of *z* values.\n",
    "The *x* and *y* values represent positions on the plot, and the *z* values will be represented by the contour levels.\n",
    "Perhaps the most straightforward way to prepare such data is to use the `np.meshgrid` function, which builds two-dimensional grids from one-dimensional arrays:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "x = np.linspace(0, 5, 50)\n",
    "y = np.linspace(0, 5, 40)\n",
    "\n",
    "X, Y = np.meshgrid(x, y)\n",
    "Z = f(X, Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's look at this with a standard line-only contour plot (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contour(X, Y, Z, colors='black');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that when a single color is used, negative values are represented by dashed lines and positive values by solid lines.\n",
    "Alternatively, the lines can be color-coded by specifying a colormap with the `cmap` argument.\n",
    "Here we'll also specify that we want more lines to be drawn, at 20 equally spaced intervals within the data range, as shown in the following figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contour(X, Y, Z, 20, cmap='RdGy');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we chose the `RdGy` (short for *Red–Gray*) colormap, which is a good choice for divergent data: (i.e., data with positive and negative variation around zero).\n",
    "Matplotlib has a wide range of colormaps available, which you can easily browse in IPython by doing a tab completion on the `plt.cm` module:\n",
    "```\n",
    "plt.cm.<TAB>\n",
    "```\n",
    "\n",
    "Our plot is looking nicer, but the spaces between the lines may be a bit distracting.\n",
    "We can change this by switching to a filled contour plot using the `plt.contourf` function, which uses largely the same syntax as `plt.contour`.\n",
    "\n",
    "Additionally, we'll add a `plt.colorbar` command, which creates an additional axis with labeled color information for the plot (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contourf(X, Y, Z, 20, cmap='RdGy')\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The colorbar makes it clear that the black regions are \"peaks,\" while the red regions are \"valleys.\"\n",
    "\n",
    "One potential issue with this plot is that it is a bit splotchy: the color steps are discrete rather than continuous, which is not always what is desired.\n",
    "This could be remedied by setting the number of contours to a very high number, but this results in a rather inefficient plot: Matplotlib must render a new polygon for each step in the level.\n",
    "A better way to generate a smooth representation is to use the `plt.imshow` function, which offers the `interpolation` argument to generate a smooth two-dimensional representation of the data (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(Z, extent=[0, 5, 0, 5], origin='lower', cmap='RdGy',\n",
    "           interpolation='gaussian', aspect='equal')\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are a few potential gotchas with `plt.imshow`, however:\n",
    "\n",
    "- It doesn't accept an *x* and *y* grid, so you must manually specify the *extent* [*xmin*, *xmax*, *ymin*, *ymax*] of the image on the plot.\n",
    "- By default it follows the standard image array definition where the origin is in the upper left, not in the lower left as in most contour plots. This must be changed when showing gridded data.\n",
    "- It will automatically adjust the axis aspect ratio to match the input data; this can be changed with the `aspect` argument."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, it can sometimes be useful to combine contour plots and image plots.\n",
    "For example, here we'll use a partially transparent background image (with transparency set via the `alpha` parameter) and overplot contours with labels on the contours themselves, using the `plt.clabel` function (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "contours = plt.contour(X, Y, Z, 3, colors='black')\n",
    "plt.clabel(contours, inline=True, fontsize=8)\n",
    "\n",
    "plt.imshow(Z, extent=[0, 5, 0, 5], origin='lower',\n",
    "           cmap='RdGy', alpha=0.5)\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The combination of these three functions—`plt.contour`, `plt.contourf`, and `plt.imshow`—gives nearly limitless possibilities for displaying this sort of three-dimensional data within a two-dimensional plot.\n",
    "For more information on the options available in these functions, refer to their docstrings.\n",
    "If you are interested in three-dimensional visualizations of this type of data, see [Three-dimensional Plotting in Matplotlib](04.12-Three-Dimensional-Plotting.ipynb)."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "jupytext": {
   "encoding": "# -*- coding: utf-8 -*-",
   "formats": "ipynb,md"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
